Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52560 |
| Missing cells | 1065 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 5 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Rear bearing temperature (°C) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Tower Acceleration y (mm/ss) | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
# Date and time has unique values | Unique |
blade_angle has 25130 (47.8%) zeros | Zeros |
Rotor speed (RPM) has 1256 (2.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:55:15.791592 |
|---|---|
| Analysis finished | 2023-07-08 11:55:32.818602 |
| Duration | 17.03 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52560 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 410.8 KiB |
| Minimum | 2019-01-01 00:00:00 |
|---|---|
| Maximum | 2019-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52303 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 81 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 565.11482 |
| Minimum | -21.17028 |
|---|---|
| Maximum | 2077.4192 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 5049 |
| Negative (%) | 9.6% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -21.17028 |
|---|---|
| 5-th percentile | -1.4261051 |
| Q1 | 111.60507 |
| median | 353.23182 |
| Q3 | 835.95825 |
| 95-th percentile | 1936.8357 |
| Maximum | 2077.4192 |
| Range | 2098.5895 |
| Interquartile range (IQR) | 724.35318 |
Descriptive statistics
| Standard deviation | 584.03001 |
|---|---|
| Coefficient of variation (CV) | 1.0334714 |
| Kurtosis | 0.32828794 |
| Mean | 565.11482 |
| Median Absolute Deviation (MAD) | 296.19382 |
| Skewness | 1.168231 |
| Sum | 29656661 |
| Variance | 341091.05 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.057397026 | 3 | < 0.1% |
| -1.041392025 | 3 | < 0.1% |
| -0.7324955225 | 3 | < 0.1% |
| -1.315611005 | 3 | < 0.1% |
| -1.013116533 | 3 | < 0.1% |
| -1.208911031 | 3 | < 0.1% |
| -1.050995025 | 3 | < 0.1% |
| -0.7314285219 | 3 | < 0.1% |
| -1.308675539 | 3 | < 0.1% |
| -0.72822752 | 2 | < 0.1% |
| Other values (52293) | 52450 | |
| (Missing) | 81 | 0.2% |
| Value | Count | Frequency (%) |
| -21.17028046 | 1 | |
| -18.07535558 | 1 | |
| -18.04303694 | 1 | |
| -17.2803421 | 1 | |
| -16.4377656 | 1 | |
| -15.39090838 | 1 | |
| -14.92042787 | 1 | |
| -14.66160796 | 1 | |
| -14.62062653 | 1 | |
| -14.3967606 | 1 |
| Value | Count | Frequency (%) |
| 2077.419189 | 1 | |
| 2077.003906 | 1 | |
| 2072.185034 | 1 | |
| 2071.355951 | 1 | |
| 2071.223621 | 1 | |
| 2070.820294 | 1 | |
| 2070.04184 | 1 | |
| 2069.497437 | 1 | |
| 2069.127881 | 1 | |
| 2068.510083 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52475 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 202.5292 |
| Minimum | 0.010384002 |
|---|---|
| Maximum | 359.98202 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.010384002 |
|---|---|
| 5-th percentile | 31.526752 |
| Q1 | 147.49247 |
| median | 216.81564 |
| Q3 | 266.44482 |
| 95-th percentile | 331.77653 |
| Maximum | 359.98202 |
| Range | 359.97164 |
| Interquartile range (IQR) | 118.95235 |
Descriptive statistics
| Standard deviation | 89.092887 |
|---|---|
| Coefficient of variation (CV) | 0.43990145 |
| Kurtosis | -0.51694993 |
| Mean | 202.5292 |
| Median Absolute Deviation (MAD) | 56.598346 |
| Skewness | -0.51686354 |
| Sum | 10628327 |
| Variance | 7937.5425 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 314.3288269 | 2 | < 0.1% |
| 279.4419556 | 2 | < 0.1% |
| 272.8258057 | 2 | < 0.1% |
| 271.767229 | 1 | < 0.1% |
| 263.9863547 | 1 | < 0.1% |
| 269.8546754 | 1 | < 0.1% |
| 267.8074282 | 1 | < 0.1% |
| 274.7846123 | 1 | < 0.1% |
| 273.1868789 | 1 | < 0.1% |
| 277.9195508 | 1 | < 0.1% |
| Other values (52465) | 52465 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 0.01038400192 | 1 | |
| 0.01337546593 | 1 | |
| 0.01917998115 | 1 | |
| 0.02074374608 | 1 | |
| 0.03072651613 | 1 | |
| 0.06003311718 | 1 | |
| 0.06741348579 | 1 | |
| 0.06865403115 | 1 | |
| 0.07069122663 | 1 | |
| 0.07235729889 | 1 |
| Value | Count | Frequency (%) |
| 359.9820229 | 1 | |
| 359.9746763 | 1 | |
| 359.9495383 | 1 | |
| 359.9353625 | 1 | |
| 359.9195571 | 1 | |
| 359.91347 | 1 | |
| 359.9029012 | 1 | |
| 359.8591405 | 1 | |
| 359.8356074 | 1 | |
| 359.8222849 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 12268 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 203.34237 |
| Minimum | 0.070337872 |
|---|---|
| Maximum | 359.95719 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.070337872 |
|---|---|
| 5-th percentile | 31.562317 |
| Q1 | 149.00119 |
| median | 217.83502 |
| Q3 | 268.63519 |
| 95-th percentile | 333.65573 |
| Maximum | 359.95719 |
| Range | 359.88685 |
| Interquartile range (IQR) | 119.634 |
Descriptive statistics
| Standard deviation | 89.449123 |
|---|---|
| Coefficient of variation (CV) | 0.43989417 |
| Kurtosis | -0.51846344 |
| Mean | 203.34237 |
| Median Absolute Deviation (MAD) | 56.761164 |
| Skewness | -0.51275253 |
| Sum | 10671001 |
| Variance | 8001.1456 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 199.4891663 | 286 | 0.5% |
| 200.586731 | 232 | 0.4% |
| 254.3674011 | 227 | 0.4% |
| 208.2696838 | 202 | 0.4% |
| 197.2940369 | 198 | 0.4% |
| 221.4404602 | 187 | 0.4% |
| 224.7331543 | 185 | 0.4% |
| 228.0258484 | 184 | 0.4% |
| 198.3905029 | 179 | 0.3% |
| 253.2698364 | 179 | 0.3% |
| Other values (12258) | 50419 |
| Value | Count | Frequency (%) |
| 0.07033787223 | 1 | |
| 0.224748485 | 1 | |
| 0.2878379899 | 1 | |
| 0.3698919195 | 1 | |
| 0.530439228 | 1 | |
| 0.5319634836 | 1 | |
| 0.5530811531 | 1 | |
| 0.6061760187 | 1 | |
| 0.6127598338 | 1 | |
| 0.6447896332 | 1 |
| Value | Count | Frequency (%) |
| 359.957191 | 1 | < 0.1% |
| 359.9244288 | 1 | < 0.1% |
| 359.8156738 | 1 | < 0.1% |
| 359.7336121 | 47 | |
| 359.7330627 | 66 | |
| 359.7330627 | 6 | < 0.1% |
| 359.7325134 | 40 | |
| 359.7312003 | 1 | < 0.1% |
| 359.726593 | 1 | < 0.1% |
| 359.6142737 | 1 | < 0.1% |
blade_angle
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18431 |
|---|---|
| Distinct (%) | 35.1% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3148542 |
| Minimum | 0 |
|---|---|
| Maximum | 92.510002 |
| Zeros | 25130 |
| Zeros (%) | 47.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.024499745 |
| Q3 | 0.96499985 |
| 95-th percentile | 44.990002 |
| Maximum | 92.510002 |
| Range | 92.510002 |
| Interquartile range (IQR) | 0.96499985 |
Descriptive statistics
| Standard deviation | 15.084334 |
|---|---|
| Coefficient of variation (CV) | 2.8381463 |
| Kurtosis | 13.100122 |
| Mean | 5.3148542 |
| Median Absolute Deviation (MAD) | 0.024499745 |
| Skewness | 3.5113916 |
| Sum | 278912.92 |
| Variance | 227.53713 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25130 | |
| 44.99000168 | 2655 | 5.1% |
| 0.02449974513 | 753 | 1.4% |
| 89.98999786 | 421 | 0.8% |
| 1.49000001 | 386 | 0.7% |
| 0.0489995709 | 286 | 0.5% |
| 44.99333445 | 259 | 0.5% |
| 0.07349946834 | 161 | 0.3% |
| 0.0979994285 | 118 | 0.2% |
| 1.49333334 | 97 | 0.2% |
| Other values (18421) | 22212 |
| Value | Count | Frequency (%) |
| 0 | 25130 | |
| 0.0001666666622 | 20 | < 0.1% |
| 0.0003333333104 | 1 | < 0.1% |
| 0.0003333333104 | 1 | < 0.1% |
| 0.0003333333201 | 5 | < 0.1% |
| 0.0003333333244 | 15 | < 0.1% |
| 0.000342105254 | 1 | < 0.1% |
| 0.0003508771791 | 1 | < 0.1% |
| 0.0003508771836 | 3 | < 0.1% |
| 0.0003703703793 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.51000214 | 1 | < 0.1% |
| 92.49333191 | 35 | |
| 92.49316521 | 1 | < 0.1% |
| 92.4928318 | 2 | < 0.1% |
| 92.4923317 | 1 | < 0.1% |
| 92.49199829 | 1 | < 0.1% |
| 92.49049797 | 1 | < 0.1% |
| 92.48999786 | 9 | < 0.1% |
| 92.45400289 | 1 | < 0.1% |
| 92.40716602 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
| Distinct | 38731 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.260901 |
| Minimum | 13.1475 |
|---|---|
| Maximum | 74.4975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 13.1475 |
|---|---|
| 5-th percentile | 43.110447 |
| Q1 | 61.3375 |
| median | 66.192303 |
| Q3 | 68.705 |
| 95-th percentile | 70.9575 |
| Maximum | 74.4975 |
| Range | 61.35 |
| Interquartile range (IQR) | 7.3674998 |
Descriptive statistics
| Standard deviation | 8.8228379 |
|---|---|
| Coefficient of variation (CV) | 0.13946747 |
| Kurtosis | 5.4617791 |
| Mean | 63.260901 |
| Median Absolute Deviation (MAD) | 3.0851974 |
| Skewness | -2.197089 |
| Sum | 3319805.6 |
| Variance | 77.842469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68.76249962 | 9 | < 0.1% |
| 68.31499977 | 9 | < 0.1% |
| 67.75 | 8 | < 0.1% |
| 69.22499962 | 8 | < 0.1% |
| 67.90749969 | 8 | < 0.1% |
| 27.60000038 | 8 | < 0.1% |
| 26.79999924 | 8 | < 0.1% |
| 66 | 8 | < 0.1% |
| 67.5 | 8 | < 0.1% |
| 67.68000031 | 8 | < 0.1% |
| Other values (38721) | 52396 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 13.14750004 | 1 | |
| 13.19999981 | 1 | |
| 13.22500038 | 1 | |
| 13.3550005 | 1 | |
| 13.48750019 | 1 | |
| 13.63250065 | 1 | |
| 13.67249966 | 1 | |
| 13.68500042 | 1 | |
| 13.82499981 | 1 | |
| 13.82999992 | 1 |
| Value | Count | Frequency (%) |
| 74.49749985 | 1 | |
| 73.58249969 | 1 | |
| 73.39999924 | 1 | |
| 73.32631563 | 1 | |
| 73.27250023 | 1 | |
| 73.09249992 | 1 | |
| 73.04000015 | 1 | |
| 72.97249947 | 1 | |
| 72.96499977 | 1 | |
| 72.95999985 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 51154 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.273215 |
| Minimum | 0 |
|---|---|
| Maximum | 15.332752 |
| Zeros | 1256 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.59892997 |
| Q1 | 8.2437831 |
| median | 10.389887 |
| Q3 | 13.440631 |
| 95-th percentile | 15.145931 |
| Maximum | 15.332752 |
| Range | 15.332752 |
| Interquartile range (IQR) | 5.1968479 |
Descriptive statistics
| Standard deviation | 3.9082671 |
|---|---|
| Coefficient of variation (CV) | 0.38043271 |
| Kurtosis | 0.80924692 |
| Mean | 10.273215 |
| Median Absolute Deviation (MAD) | 2.2426765 |
| Skewness | -0.97410786 |
| Sum | 539117.79 |
| Variance | 15.274552 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1256 | 2.4% |
| 0.0110000018 | 8 | < 0.1% |
| 0.01050000242 | 6 | < 0.1% |
| 0.01200000197 | 4 | < 0.1% |
| 0.01150000188 | 4 | < 0.1% |
| 0.01300000213 | 3 | < 0.1% |
| 15.1445322 | 3 | < 0.1% |
| 0.02250000369 | 3 | < 0.1% |
| 0.01400000229 | 3 | < 0.1% |
| 8.143354565 | 2 | < 0.1% |
| Other values (51144) | 51186 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1256 | |
| 0.0001320000301 | 1 | < 0.1% |
| 0.00145200023 | 1 | < 0.1% |
| 0.01050000242 | 6 | < 0.1% |
| 0.0110000018 | 8 | < 0.1% |
| 0.01150000188 | 4 | < 0.1% |
| 0.01200000197 | 1 | < 0.1% |
| 0.01200000197 | 4 | < 0.1% |
| 0.01250000205 | 1 | < 0.1% |
| 0.01300000213 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.33275159 | 1 | |
| 15.29023947 | 1 | |
| 15.28787662 | 1 | |
| 15.28692462 | 1 | |
| 15.28657092 | 1 | |
| 15.28628129 | 1 | |
| 15.28585942 | 1 | |
| 15.28245986 | 1 | |
| 15.27984783 | 1 | |
| 15.27980232 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52456 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1218.4675 |
| Minimum | -590.99683 |
|---|---|
| Maximum | 1815.1449 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | < 0.1% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -590.99683 |
|---|---|
| 5-th percentile | 71.011796 |
| Q1 | 978.77495 |
| median | 1232.998 |
| Q3 | 1592.8642 |
| 95-th percentile | 1794.8215 |
| Maximum | 1815.1449 |
| Range | 2406.1417 |
| Interquartile range (IQR) | 614.08921 |
Descriptive statistics
| Standard deviation | 462.76527 |
|---|---|
| Coefficient of variation (CV) | 0.37979286 |
| Kurtosis | 0.82570573 |
| Mean | 1218.4675 |
| Median Absolute Deviation (MAD) | 265.33126 |
| Skewness | -0.98082618 |
| Sum | 63942739 |
| Variance | 214151.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 987.0085945 | 2 | < 0.1% |
| 966.4132347 | 2 | < 0.1% |
| 1793.478149 | 2 | < 0.1% |
| 968.5808105 | 2 | < 0.1% |
| 965.697916 | 2 | < 0.1% |
| 966.0752163 | 2 | < 0.1% |
| 966.3011742 | 2 | < 0.1% |
| 1.162178781 | 2 | < 0.1% |
| 1712.39209 | 2 | < 0.1% |
| 965.7683086 | 2 | < 0.1% |
| Other values (52446) | 52458 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| -590.9968262 | 1 | |
| -578.8864136 | 1 | |
| -117.7441812 | 1 | |
| -56.21931959 | 1 | |
| 0.4516634345 | 1 | |
| 0.4531117678 | 1 | |
| 0.4553062022 | 1 | |
| 0.4567545354 | 1 | |
| 0.4706453383 | 1 | |
| 0.4727300406 | 1 |
| Value | Count | Frequency (%) |
| 1815.144854 | 1 | |
| 1814.263905 | 1 | |
| 1812.712315 | 1 | |
| 1811.650211 | 1 | |
| 1811.608767 | 1 | |
| 1811.430702 | 1 | |
| 1810.508598 | 1 | |
| 1810.462561 | 1 | |
| 1810.155716 | 1 | |
| 1809.977806 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 35001 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.769821 |
| Minimum | -0.91000003 |
|---|---|
| Maximum | 35.225 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 226 |
| Negative (%) | 0.4% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -0.91000003 |
|---|---|
| 5-th percentile | 2.7318215 |
| Q1 | 6.535 |
| median | 10.04 |
| Q3 | 14.66 |
| 95-th percentile | 20.432875 |
| Maximum | 35.225 |
| Range | 36.135 |
| Interquartile range (IQR) | 8.125 |
Descriptive statistics
| Standard deviation | 5.5996037 |
|---|---|
| Coefficient of variation (CV) | 0.51993468 |
| Kurtosis | 0.037919946 |
| Mean | 10.769821 |
| Median Absolute Deviation (MAD) | 3.9799999 |
| Skewness | 0.51410639 |
| Sum | 565178.68 |
| Variance | 31.355561 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.5 | 29 | 0.1% |
| 6.099999905 | 26 | < 0.1% |
| 8.199999809 | 25 | < 0.1% |
| 6.699999809 | 24 | < 0.1% |
| 4.900000095 | 22 | < 0.1% |
| 7.099999905 | 21 | < 0.1% |
| 11 | 20 | < 0.1% |
| 6 | 20 | < 0.1% |
| 10 | 19 | < 0.1% |
| 8.600000381 | 18 | < 0.1% |
| Other values (34991) | 52254 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| -0.9100000262 | 1 | |
| -0.875 | 1 | |
| -0.7925000191 | 1 | |
| -0.7725000381 | 1 | |
| -0.7250000238 | 1 | |
| -0.7225000262 | 1 | |
| -0.6999999881 | 1 | |
| -0.655000031 | 1 | |
| -0.6425000429 | 1 | |
| -0.6175000072 | 2 |
| Value | Count | Frequency (%) |
| 35.22500019 | 1 | |
| 35.19000053 | 1 | |
| 35.16500015 | 1 | |
| 35.04499989 | 1 | |
| 35.02500057 | 1 | |
| 35.01499996 | 1 | |
| 35.01000061 | 1 | |
| 34.96052712 | 1 | |
| 34.9350008 | 1 | |
| 34.84750137 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
| Distinct | 38939 |
|---|---|
| Distinct (%) | 74.2% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.997972 |
| Minimum | 14.565001 |
|---|---|
| Maximum | 79.782501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 14.565001 |
|---|---|
| 5-th percentile | 42.726927 |
| Q1 | 60.905625 |
| median | 69.353749 |
| Q3 | 72.145 |
| 95-th percentile | 73.855264 |
| Maximum | 79.782501 |
| Range | 65.217501 |
| Interquartile range (IQR) | 11.239375 |
Descriptive statistics
| Standard deviation | 10.197788 |
|---|---|
| Coefficient of variation (CV) | 0.15689393 |
| Kurtosis | 2.5087814 |
| Mean | 64.997972 |
| Median Absolute Deviation (MAD) | 3.721249 |
| Skewness | -1.6395734 |
| Sum | 3410963.6 |
| Variance | 103.99487 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.29999924 | 30 | 0.1% |
| 72.16999969 | 13 | < 0.1% |
| 71.52750015 | 9 | < 0.1% |
| 72.92999954 | 8 | < 0.1% |
| 71.43499985 | 8 | < 0.1% |
| 70.9375 | 8 | < 0.1% |
| 72.90249977 | 8 | < 0.1% |
| 71.39249992 | 8 | < 0.1% |
| 72.20500031 | 8 | < 0.1% |
| 72.1625 | 8 | < 0.1% |
| Other values (38929) | 52370 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 14.56500053 | 1 | |
| 14.68499947 | 1 | |
| 14.9024992 | 1 | |
| 15 | 1 | |
| 15.02499962 | 1 | |
| 15.06750011 | 1 | |
| 15.07750034 | 1 | |
| 15.10000038 | 1 | |
| 15.24499989 | 1 | |
| 15.28750038 | 1 |
| Value | Count | Frequency (%) |
| 79.78250122 | 1 | |
| 79.20999908 | 1 | |
| 79.09750023 | 1 | |
| 78.75250244 | 1 | |
| 78.67999916 | 1 | |
| 78.66500092 | 1 | |
| 78.64687347 | 1 | |
| 78.4375 | 1 | |
| 78.34000015 | 1 | |
| 78.24999886 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
| Distinct | 52472 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.782792 |
| Minimum | 1.225289 |
|---|---|
| Maximum | 221.03295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 1.225289 |
|---|---|
| 5-th percentile | 4.5140782 |
| Q1 | 35.739913 |
| median | 54.4939 |
| Q3 | 77.222913 |
| 95-th percentile | 109.78161 |
| Maximum | 221.03295 |
| Range | 219.80767 |
| Interquartile range (IQR) | 41.483 |
Descriptive statistics
| Standard deviation | 30.685599 |
|---|---|
| Coefficient of variation (CV) | 0.54040314 |
| Kurtosis | -0.015782238 |
| Mean | 56.782792 |
| Median Absolute Deviation (MAD) | 20.550673 |
| Skewness | 0.36502395 |
| Sum | 2979847.3 |
| Variance | 941.60598 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41.6712265 | 2 | < 0.1% |
| 3.859832048 | 2 | < 0.1% |
| 4.275280797 | 2 | < 0.1% |
| 83.35513296 | 2 | < 0.1% |
| 69.94718933 | 2 | < 0.1% |
| 4.700440717 | 2 | < 0.1% |
| 51.47847366 | 1 | < 0.1% |
| 54.12261777 | 1 | < 0.1% |
| 77.62322321 | 1 | < 0.1% |
| 74.93535504 | 1 | < 0.1% |
| Other values (52462) | 52462 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 1.225288987 | 1 | |
| 2.425408572 | 1 | |
| 2.450585008 | 1 | |
| 2.474638239 | 1 | |
| 2.519882324 | 1 | |
| 2.567596328 | 1 | |
| 2.638634041 | 1 | |
| 2.649692538 | 1 | |
| 2.65070295 | 1 | |
| 2.683962363 | 1 |
| Value | Count | Frequency (%) |
| 221.0329548 | 1 | |
| 216.5936703 | 1 | |
| 201.3490196 | 1 | |
| 199.1037621 | 1 | |
| 198.5423664 | 1 | |
| 196.3081978 | 1 | |
| 195.9524221 | 1 | |
| 193.8001208 | 1 | |
| 192.0357487 | 1 | |
| 189.9926926 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52341 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8625296 |
| Minimum | 0.18165033 |
|---|---|
| Maximum | 22.253396 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.18165033 |
|---|---|
| 5-th percentile | 2.197895 |
| Q1 | 3.9703818 |
| median | 5.5871337 |
| Q3 | 7.3172933 |
| 95-th percentile | 10.665815 |
| Maximum | 22.253396 |
| Range | 22.071745 |
| Interquartile range (IQR) | 3.3469115 |
Descriptive statistics
| Standard deviation | 2.6451987 |
|---|---|
| Coefficient of variation (CV) | 0.45120432 |
| Kurtosis | 1.307752 |
| Mean | 5.8625296 |
| Median Absolute Deviation (MAD) | 1.6692421 |
| Skewness | 0.85764797 |
| Sum | 307653.83 |
| Variance | 6.9970759 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.994730091 | 2 | < 0.1% |
| 5.921425843 | 2 | < 0.1% |
| 3.080787796 | 2 | < 0.1% |
| 9.06921742 | 2 | < 0.1% |
| 6.193811941 | 2 | < 0.1% |
| 6.270957685 | 2 | < 0.1% |
| 4.150581837 | 2 | < 0.1% |
| 6.26013577 | 2 | < 0.1% |
| 4.474943161 | 2 | < 0.1% |
| 5.59706471 | 2 | < 0.1% |
| Other values (52331) | 52458 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 0.1816503339 | 1 | |
| 0.187950328 | 1 | |
| 0.1931628205 | 1 | |
| 0.2200315714 | 1 | |
| 0.233052731 | 1 | |
| 0.2935314234 | 1 | |
| 0.301425159 | 1 | |
| 0.3024564069 | 1 | |
| 0.3202312633 | 1 | |
| 0.3214644211 | 1 |
| Value | Count | Frequency (%) |
| 22.25339568 | 1 | |
| 20.94563813 | 1 | |
| 20.82512894 | 1 | |
| 20.74251391 | 1 | |
| 20.6275125 | 1 | |
| 20.01875615 | 1 | |
| 19.81174631 | 1 | |
| 19.76928771 | 1 | |
| 19.71419892 | 1 | |
| 19.68084192 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
| Distinct | 52473 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.344907 |
| Minimum | 2.9097064 |
|---|---|
| Maximum | 178.47799 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 2.9097064 |
|---|---|
| 5-th percentile | 4.6833338 |
| Q1 | 17.241769 |
| median | 25.358523 |
| Q3 | 34.807717 |
| 95-th percentile | 54.353501 |
| Maximum | 178.47799 |
| Range | 175.56828 |
| Interquartile range (IQR) | 17.565948 |
Descriptive statistics
| Standard deviation | 15.458616 |
|---|---|
| Coefficient of variation (CV) | 0.56531974 |
| Kurtosis | 4.4994193 |
| Mean | 27.344907 |
| Median Absolute Deviation (MAD) | 8.6790635 |
| Skewness | 1.409685 |
| Sum | 1435006 |
| Variance | 238.9688 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.54289246 | 2 | < 0.1% |
| 16.82113075 | 2 | < 0.1% |
| 39.26812363 | 2 | < 0.1% |
| 16.09809517 | 2 | < 0.1% |
| 27.66831589 | 2 | < 0.1% |
| 27.37782102 | 1 | < 0.1% |
| 33.01093543 | 1 | < 0.1% |
| 26.22505062 | 1 | < 0.1% |
| 29.37970366 | 1 | < 0.1% |
| 23.06736987 | 1 | < 0.1% |
| Other values (52463) | 52463 | |
| (Missing) | 82 | 0.2% |
| Value | Count | Frequency (%) |
| 2.909706351 | 1 | |
| 3.013072826 | 1 | |
| 3.015715164 | 1 | |
| 3.02255606 | 1 | |
| 3.022928235 | 1 | |
| 3.031567398 | 1 | |
| 3.036765319 | 1 | |
| 3.038096359 | 1 | |
| 3.063879135 | 1 | |
| 3.068116504 | 1 |
| Value | Count | Frequency (%) |
| 178.4779887 | 1 | |
| 171.0480473 | 1 | |
| 169.2796755 | 1 | |
| 163.0561365 | 1 | |
| 151.9242058 | 1 | |
| 143.9993296 | 1 | |
| 143.4720064 | 1 | |
| 142.6056885 | 1 | |
| 140.6470033 | 1 | |
| 139.1597837 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 82 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 449.35316 |
| Minimum | 420 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 420 |
|---|---|
| 5-th percentile | 425 |
| Q1 | 435 |
| median | 447 |
| Q3 | 468 |
| 95-th percentile | 478 |
| Maximum | 480 |
| Range | 60 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 18.138119 |
|---|---|
| Coefficient of variation (CV) | 0.040364953 |
| Kurtosis | -1.4214048 |
| Mean | 449.35316 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.16097287 |
| Sum | 23581155 |
| Variance | 328.99137 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 435 | 4149 | 7.9% |
| 448 | 3934 | 7.5% |
| 438 | 3638 | 6.9% |
| 474 | 3609 | 6.9% |
| 469 | 3332 | 6.3% |
| 428 | 3107 | 5.9% |
| 465 | 2990 | 5.7% |
| 468 | 2578 | 4.9% |
| 478 | 2278 | 4.3% |
| 427 | 2047 | 3.9% |
| Other values (48) | 20816 |
| Value | Count | Frequency (%) |
| 420 | 415 | 0.8% |
| 422 | 1040 | 2.0% |
| 423 | 417 | 0.8% |
| 424 | 275 | 0.5% |
| 425 | 1742 | |
| 426 | 555 | 1.1% |
| 427 | 2047 | |
| 428 | 3107 | |
| 429 | 9 | < 0.1% |
| 430 | 608 | 1.2% |
| Value | Count | Frequency (%) |
| 480 | 818 | 1.6% |
| 479 | 6 | < 0.1% |
| 478 | 2278 | |
| 477 | 137 | 0.3% |
| 476 | 351 | 0.7% |
| 475 | 218 | 0.4% |
| 474 | 3609 | |
| 473 | 688 | 1.3% |
| 471 | 6 | < 0.1% |
| 470 | 1 | < 0.1% |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.044 | 0.035 | -0.333 | 0.748 | 0.994 | 0.993 | -0.193 | 0.900 | 0.476 | 0.978 | 0.739 | 0.010 |
| Wind direction (°) | 0.044 | 1.000 | 0.892 | 0.017 | 0.024 | 0.047 | 0.047 | -0.040 | 0.037 | 0.224 | 0.020 | 0.165 | -0.079 |
| Nacelle position (°) | 0.035 | 0.892 | 1.000 | 0.024 | 0.016 | 0.037 | 0.038 | -0.043 | 0.030 | 0.210 | 0.009 | 0.153 | -0.086 |
| blade_angle | -0.333 | 0.017 | 0.024 | 1.000 | -0.565 | -0.338 | -0.338 | 0.164 | -0.437 | -0.107 | -0.311 | -0.127 | -0.054 |
| Rear bearing temperature (°C) | 0.748 | 0.024 | 0.016 | -0.565 | 1.000 | 0.749 | 0.747 | 0.025 | 0.898 | 0.338 | 0.727 | 0.506 | 0.062 |
| Rotor speed (RPM) | 0.994 | 0.047 | 0.037 | -0.338 | 0.749 | 1.000 | 0.999 | -0.187 | 0.901 | 0.478 | 0.971 | 0.738 | 0.012 |
| Generator RPM (RPM) | 0.993 | 0.047 | 0.038 | -0.338 | 0.747 | 0.999 | 1.000 | -0.198 | 0.900 | 0.478 | 0.971 | 0.738 | 0.011 |
| Nacelle ambient temperature (°C) | -0.193 | -0.040 | -0.043 | 0.164 | 0.025 | -0.187 | -0.198 | 1.000 | -0.136 | -0.108 | -0.167 | -0.137 | 0.142 |
| Front bearing temperature (°C) | 0.900 | 0.037 | 0.030 | -0.437 | 0.898 | 0.901 | 0.900 | -0.136 | 1.000 | 0.412 | 0.877 | 0.646 | 0.039 |
| Tower Acceleration X (mm/ss) | 0.476 | 0.224 | 0.210 | -0.107 | 0.338 | 0.478 | 0.478 | -0.108 | 0.412 | 1.000 | 0.409 | 0.824 | -0.033 |
| Wind speed (m/s) | 0.978 | 0.020 | 0.009 | -0.311 | 0.727 | 0.971 | 0.971 | -0.167 | 0.877 | 0.409 | 1.000 | 0.690 | 0.028 |
| Tower Acceleration y (mm/ss) | 0.739 | 0.165 | 0.153 | -0.127 | 0.506 | 0.738 | 0.738 | -0.137 | 0.646 | 0.824 | 0.690 | 1.000 | -0.025 |
| Metal particle count counter | 0.010 | -0.079 | -0.086 | -0.054 | 0.062 | 0.012 | 0.011 | 0.142 | 0.039 | -0.033 | 0.028 | -0.025 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-01 00:00:00 | 270.857422 | 274.425659 | 281.805969 | 0.000000 | 65.269997 | 9.628740 | 1143.181396 | 7.9400 | 67.340004 | 51.478474 | 5.059495 | 19.788769 | 420.0 |
| 1 | 2019-01-01 00:10:00 | 337.457855 | 278.419189 | 281.805969 | 0.000000 | 66.239998 | 10.242296 | 1216.835083 | 7.9500 | 68.137497 | 50.257305 | 5.327927 | 21.771482 | 420.0 |
| 2 | 2019-01-01 00:20:00 | 349.862000 | 282.561188 | 281.805969 | 0.000000 | 67.270004 | 10.361996 | 1230.490601 | 7.9700 | 69.260002 | 69.514931 | 5.480436 | 24.772978 | 420.0 |
| 3 | 2019-01-01 00:30:00 | 349.753662 | 282.268036 | 281.805969 | 0.000000 | 67.260002 | 10.345371 | 1229.317993 | 7.9850 | 69.337502 | 87.112892 | 5.367131 | 34.226437 | 420.0 |
| 4 | 2019-01-01 00:40:00 | 48.554565 | 297.793396 | 281.805969 | 1.051510 | 63.980000 | 8.254738 | 980.771667 | 8.0900 | 65.419998 | 112.260284 | 3.121143 | 33.683140 | 420.0 |
| 5 | 2019-01-01 00:50:00 | 92.065613 | 318.999847 | 305.504700 | 0.513497 | 62.582500 | 8.245139 | 979.970215 | 8.0125 | 62.634998 | 87.368279 | 3.783713 | 27.101835 | 420.0 |
| 6 | 2019-01-01 01:00:00 | 147.590393 | 313.222626 | 313.635345 | 0.197660 | 63.597500 | 8.535210 | 1014.550964 | 7.8600 | 63.752502 | 94.707642 | 4.034065 | 27.395365 | 420.0 |
| 7 | 2019-01-01 01:10:00 | 22.218241 | 311.303131 | 313.635345 | 1.271507 | 61.767502 | 8.191750 | 973.240845 | 7.8375 | 60.915001 | 72.210037 | 2.576148 | 20.217831 | 420.0 |
| 8 | 2019-01-01 01:20:00 | 26.300817 | 300.301636 | 313.635345 | 1.222835 | 60.607498 | 8.176588 | 971.486267 | 7.7200 | 58.757500 | 78.801765 | 3.074978 | 20.944176 | 420.0 |
| 9 | 2019-01-01 01:30:00 | 126.060661 | 281.519531 | 292.461487 | 0.396488 | 61.384998 | 8.473945 | 1006.218445 | 7.7050 | 59.974998 | 61.050549 | 4.196338 | 23.664944 | 420.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52550 | 2019-12-31 22:20:00 | 211.064316 | 93.623488 | 107.293869 | 0.000 | 62.257500 | 9.017225 | 1071.316847 | 6.0825 | 63.575001 | 44.454861 | 4.855010 | 24.655736 | 480.0 |
| 52551 | 2019-12-31 22:30:00 | 221.547783 | 95.319689 | 107.293869 | 0.000 | 62.600000 | 9.132322 | 1084.290607 | 6.0425 | 64.147500 | 40.025177 | 5.117837 | 19.805580 | 480.0 |
| 52552 | 2019-12-31 22:40:00 | 164.382285 | 86.325955 | 106.562201 | 0.049 | 62.115000 | 8.546597 | 1015.237072 | 5.7950 | 63.662501 | 34.631670 | 4.811240 | 27.127350 | 480.0 |
| 52553 | 2019-12-31 22:50:00 | 212.813831 | 85.904008 | 76.562271 | 0.000 | 62.475000 | 9.015102 | 1070.919439 | 5.5150 | 64.017501 | 31.784687 | 4.556841 | 19.572005 | 480.0 |
| 52554 | 2019-12-31 23:00:00 | 237.451840 | 91.408297 | 76.562271 | 0.000 | 62.695001 | 9.298769 | 1104.369724 | 5.5300 | 64.572500 | 26.613387 | 4.785141 | 24.109300 | 480.0 |
| 52555 | 2019-12-31 23:10:00 | 215.136761 | 91.141171 | 76.562271 | 0.000 | 62.365000 | 9.041988 | 1074.478374 | 5.5250 | 64.297501 | 41.539198 | 4.735356 | 22.409897 | 480.0 |
| 52556 | 2019-12-31 23:20:00 | 215.476073 | 89.050424 | 76.562271 | 0.000 | 62.257501 | 9.034060 | 1073.508556 | 5.5650 | 64.122500 | 33.600485 | 4.804557 | 19.756412 | 480.0 |
| 52557 | 2019-12-31 23:30:00 | 323.932773 | 92.506695 | 76.562271 | 0.000 | 63.739999 | 10.113616 | 1201.674356 | 5.5000 | 65.625000 | 40.026918 | 5.281929 | 18.436137 | 480.0 |
| 52558 | 2019-12-31 23:40:00 | 367.485139 | 94.127938 | 97.890528 | 0.000 | 65.097501 | 10.510589 | 1248.899866 | 5.5625 | 67.340001 | 43.153557 | 5.828892 | 19.659131 | 480.0 |
| 52559 | 2019-12-31 23:50:00 | 265.015195 | 102.798941 | 104.001198 | 0.000 | 64.250000 | 9.573640 | 1136.422102 | 5.6975 | 66.867502 | 83.902636 | 4.990795 | 31.024097 | 480.0 |